{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook is used to demonstrate how to probe the relationship between geophysical properties using spatial queries and interpolation. Some parts of this notebook are rather messy as a result of\n",
    "needing to use data from two different AEM inversions\n",
    "\n",
    "Neil Symington\n",
    "\n",
    "neil.symington@ga.gov.au"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import netCDF4\n",
    "import pandas as pd\n",
    "import shapely\n",
    "import os\n",
    "from shapely.geometry import Point\n",
    "from scipy import interpolate\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import sqlalchemy as db\n",
    "from sqlite3 import dbapi2 as sqlite\n",
    "from geophys_utils._netcdf_point_utils import NetCDFPointUtils\n",
    "from hydrogeol_utils import SNMR_utils, spatial_functions, AEM_utils\n",
    "from hydrogeol_utils import plotting_utils as plot_utils\n",
    "from sqlalchemy import create_engine, event"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This function extracts the K profile using the SDR equation\n",
    "\n",
    "def SDR_K(df, N = 1, C = 2000.):\n",
    "    '''\n",
    "    df: dataframe containing GMR inversion data\n",
    "    N: empirical exponent for water content when estimating the water content\n",
    "    C: empirical constant for estimating water content\n",
    "    '''\n",
    "    return C * df['Total_water_content'].values * df['T2*'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# First we will import the AEM conductivity point line data\n",
    "# The AEM data is in a netCDF file created from a asci files using geophys_utils\n",
    "# https://github.com/GeoscienceAustralia/geophys_utils\n",
    "\n",
    "\n",
    "# Load East Kimberley data\n",
    "infile  = r\"C:\\Users\\PCUser\\Desktop\\EK_data\\AEM\\netCDF\\EastKimberley_wb_inversion.nc\"\n",
    "ek_cond = netCDF4.Dataset(infile)\n",
    "\n",
    "# Create an instance of point utils\n",
    "\n",
    "cond_point_utils = NetCDFPointUtils(ek_cond)\n",
    "\n",
    "wkt, aem_coords = cond_point_utils.utm_coords(cond_point_utils.xycoords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'netCDF4._netCDF4.Dataset'>\n",
      "root group (NETCDF4 data model, file format HDF5):\n",
      "    geospatial_east_min: 464605.5\n",
      "    geospatial_east_max: 565481.375\n",
      "    geospatial_east_units: m\n",
      "    geospatial_north_min: 8246242.5\n",
      "    geospatial_north_max: 8360783.0\n",
      "    geospatial_north_units: m\n",
      "    title: Dataset read from ASEG-GDF file EastKimberley_wb_inversion.dat\n",
      "    Conventions: CF-1.6,ACDD-1.3\n",
      "    featureType: trajectory\n",
      "    geospatial_vertical_min: \n",
      "    geospatial_vertical_max: 160.4\n",
      "    geospatial_vertical_units: m\n",
      "    geospatial_vertical_resolution: point\n",
      "    geospatial_vertical_positive: up\n",
      "    history: Converted from ASEG-GDF file C:\\Users\\PCUser\\Desktop\\EK_data\\AEM\\KR_WBsci_smooth03\\EastKimberley_wb_inversion.dat using definitions file C:\\Users\\PCUser\\Desktop\\EK_data\\AEM\\KR_WBsci_smooth03\\EastKimberley_wb_inversion.dfn\n",
      "    date_created: 2019-10-01T08:14:48.764618\n",
      "    geospatial_east_resolution: point\n",
      "    geospatial_north_resolution: point\n",
      "    geospatial_bounds: POLYGON((128.9785 -15.8628, 128.9782 -15.8628, 128.9779 -15.8627, 128.9776 -15.8627, 128.9700 -15.8602, 128.6696 -15.7608, 128.6853 -15.3369, 128.6876 -15.3306, 128.8905 -15.1040, 128.9205 -15.0750, 129.2159 -14.8271, 129.4666 -14.9174, 129.5059 -14.9607, 129.6094 -15.1050, 129.6094 -15.1052, 129.5636 -15.2074, 128.9792 -15.8627, 128.9789 -15.8627, 128.9785 -15.8628))\n",
      "    keywords: geophysics, airborne, AEM, conductivity\n",
      "    geospatial_lon_min: 128.6695759685459\n",
      "    geospatial_lon_max: 129.60937581729124\n",
      "    geospatial_lon_units: degrees East\n",
      "    geospatial_lat_min: -15.862783809890168\n",
      "    geospatial_lat_max: -14.82712864635618\n",
      "    geospatial_lat_units: degrees North\n",
      "    dimensions(sizes): point(149000), layer(30), comments(1492), line(352)\n",
      "    variables(dimensions): int8 \u001b[4mtransverse_mercator\u001b[0m(), <class 'str'> \u001b[4mcomments\u001b[0m(comments), int32 \u001b[4mcomments_index\u001b[0m(point), int8 \u001b[4msequence\u001b[0m(point), int32 \u001b[4mline\u001b[0m(line), int32 \u001b[4mline_index\u001b[0m(point), float32 \u001b[4measting\u001b[0m(point), float32 \u001b[4mnorthing\u001b[0m(point), float32 \u001b[4melevation\u001b[0m(point), float32 \u001b[4mdata_residual\u001b[0m(point), float32 \u001b[4mtx_height_measured\u001b[0m(point), float32 \u001b[4mtx_height_inverted\u001b[0m(point), float32 \u001b[4mdepth_of_investigation\u001b[0m(point), float32 \u001b[4mconductivity\u001b[0m(point,layer), float32 \u001b[4mconductivity_uncertainty\u001b[0m(point,layer), float32 \u001b[4mlayer_top_depth\u001b[0m(point,layer), int8 \u001b[4mcrs\u001b[0m(), float64 \u001b[4mlongitude\u001b[0m(point), float64 \u001b[4mlatitude\u001b[0m(point)\n",
      "    groups: \n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Summarise the results\n",
    "print(ek_cond)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Our next tak is to bring the SNMR data in \n",
    "\n",
    "# Connect to the SNMR database\n",
    "\n",
    "DB_PATH = r\"C:\\Users\\PCUser\\Desktop\\EK_data\\SNMR\\East_Kimberley_SNMR.sqlite\"\n",
    "        \n",
    "engine = db.create_engine('sqlite:///' + DB_PATH, module=sqlite)\n",
    "\n",
    "@event.listens_for(engine, 'connect')\n",
    "def connect(dbapi_connection, connection_rec):\n",
    "    dbapi_connection.enable_load_extension(True)\n",
    "    dbapi_connection.execute('SELECT load_extension(\"mod_spatialite\")')\n",
    "\n",
    "\n",
    "connection = engine.connect()\n",
    "\n",
    "query = \"\"\"\n",
    "\n",
    "SELECT\n",
    "              s.site_id,\n",
    "              s.Field_ID,\n",
    "              s.mid_X,\n",
    "              s.mid_Y,\n",
    "              a.acquisition_id,\n",
    "              a.pulse_sequence,\n",
    "              a.pulse_length,\n",
    "              imm.Depth_of_Investigation\n",
    "              \n",
    "FROM \n",
    "\n",
    "             sites as s\n",
    "             JOIN acquisitions as a on s.site_id=a.site_id\n",
    "             JOIN inverse_model_metadata as imm on a.acquisition_id = imm.acquisition_id\n",
    "\n",
    "WHERE\n",
    "\n",
    "            a.pulse_sequence == \"FID\"\n",
    "\"\"\"\n",
    "\n",
    "df_acquisitions = pd.read_sql_query(query, connection, index_col = 'acquisition_id')\n",
    "\n",
    "# Since we are interested in the shallow resolution we will use the shorter pulse SNMR\n",
    "\n",
    "\n",
    "df_acquisitions = df_acquisitions.loc[SNMR_utils.choose_snmr_site_acquisition(df_acquisitions,\n",
    "                                 pulse_sequence_criteria = ['FID'],\n",
    "                                 pulse_length_criteria=\"min\")]\n",
    "df_acquisitions = pd.read_sql_query(query, connection, index_col = 'acquisition_id')\n",
    "\n",
    "# Since we are interested in the shallow resolution we will use the shorter pulse SNMR\n",
    "\n",
    "\n",
    "df_acquisitions = df_acquisitions.loc[SNMR_utils.choose_snmr_site_acquisition(df_acquisitions,\n",
    "                                 pulse_sequence_criteria = ['FID'],\n",
    "                                 pulse_length_criteria=\"max\")]\n",
    "\n",
    "# Now extract the SNMR inversions\n",
    "\n",
    "acquisition_ids = df_acquisitions.index\n",
    "\n",
    "cols = ['Depth_from', 'Depth_to', 'Mobile_water_content', 'Bound_water_content',\n",
    "       'Total_water_content', 'T2*', 'acquisition_id', 'inversion_id']\n",
    "\n",
    "df_SNMR_inversions= SNMR_utils.extract_snmr_inversions(acquisition_ids, connection,\n",
    "                                                  mask_below_doi = True)[cols]\n",
    "\n",
    "\n",
    "# Join the SNMR inversions on acquisition and sites\n",
    "\n",
    "df_SNMR_inversions = df_SNMR_inversions.merge(df_acquisitions, how='inner', left_on='acquisition_id',\n",
    "                                    right_index=True, )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Here we get a very rough estimate of K using the Schlumberger Doll equation\n",
    "\n",
    "df_SNMR_inversions['K'] = SDR_K(df_SNMR_inversions, N = 1, C = 4000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Find the nearest neighbours for the \n",
    "\n",
    "distances, indices = spatial_functions.nearest_neighbours(df_acquisitions[['mid_X', 'mid_Y']],\n",
    "                                                         aem_coords, points_required = 1, \n",
    "                                                          max_distance = 250.)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We will save the profiles in a pandas dataframe with a SNMR site key column\n",
    "\n",
    "df_conductivity = pd.DataFrame(columns = {'acquisition_id',\n",
    "                                          'Depth_from',\n",
    "                                          'Depth_to',\n",
    "                                          'conductivity',\n",
    "                                          'mid_X', 'mid_Y'})\n",
    "\n",
    "# Iteratively extract the conductivity profiles\n",
    "\n",
    "for i, (index, row) in enumerate(df_acquisitions.iterrows()):\n",
    "    \n",
    "    # This is a check against null which are returned if the nearest neighbour is further\n",
    "    # than the maximum distance\n",
    "    if not np.isnan(distances[i]).all():\n",
    "        \n",
    "        df_conductivity_profile = AEM_utils.extract_conductivity_profile(ek_cond,\n",
    "                                                       distances[i],\n",
    "                                                       indices[i],\n",
    "                                                       as_dataframe = True)\n",
    "        # Add the SNMR id to the column\n",
    "        df_conductivity_profile['acquisition_id'] = index\n",
    "        \n",
    "        df_conductivity_profile['mid_X'] = row.mid_X\n",
    "        \n",
    "        df_conductivity_profile['mid_Y'] = row.mid_Y\n",
    "    \n",
    "        # Append the site profile to the dataframe\n",
    "        df_conductivity = df_conductivity.append(df_conductivity_profile,\n",
    "                                                 sort = True)\n",
    "    \n",
    "df_conductivity.reset_index(inplace=True, drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Iterate through the acquisitions and interpolate the SNMR intervals onto the AEM intervals\n",
    "# using an average\n",
    "\n",
    "# Define the columns that are being interpolated \n",
    "interpolated_columns = ['Mobile_water_content', 'Bound_water_content', \n",
    "                     'Total_water_content', 'K']\n",
    "\n",
    "interval_columns = ['Depth_from','Depth_to']\n",
    "\n",
    "for item in interpolated_columns:\n",
    "    df_conductivity[item] = np.nan\n",
    "\n",
    "# Iterate through inversions and interpolate them onto a new set of intervals     \n",
    "for idx in df_acquisitions.index:\n",
    "    # Define the new intervals based on the conductivity intervals\n",
    "    mask  = df_conductivity['acquisition_id']==idx\n",
    "    \n",
    "    new_intervals = df_conductivity[mask][['Depth_from', 'Depth_to']]\n",
    "    \n",
    "    # Extract the inversion data for the site\n",
    "    mask = df_SNMR_inversions['acquisition_id']==idx\n",
    "    \n",
    "    df_inv = df_SNMR_inversions[mask]\n",
    "    \n",
    "    # Interpolate and add the interpolated parameter columns to the dataframe\n",
    "    \n",
    "    interpolated_SNMR = spatial_functions.interpolate_layered_model(df_inv,\n",
    "                                                                   interpolated_columns,\n",
    "                                                                   interval_columns,\n",
    "                                                                   new_intervals)[interpolated_columns]\n",
    "    \n",
    "    df_conductivity.at[new_intervals.index,\n",
    "                       interpolated_columns] = interpolated_SNMR[interpolated_columns]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Depth_from</th>\n",
       "      <th>Depth_to</th>\n",
       "      <th>acquisition_id</th>\n",
       "      <th>conductivity</th>\n",
       "      <th>mid_X</th>\n",
       "      <th>mid_Y</th>\n",
       "      <th>Mobile_water_content</th>\n",
       "      <th>Bound_water_content</th>\n",
       "      <th>Total_water_content</th>\n",
       "      <th>K</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>499969.9650</td>\n",
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       "      <td>0.162772</td>\n",
       "      <td>0.264470</td>\n",
       "      <td>57.093869</td>\n",
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       "      <th>2</th>\n",
       "      <td>6.300000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>48</td>\n",
       "      <td>0.071582</td>\n",
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       "      <td>48</td>\n",
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       "      <td>499969.9650</td>\n",
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       "      <td>0.565223</td>\n",
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       "      <td>48</td>\n",
       "      <td>0.061690</td>\n",
       "      <td>499969.9650</td>\n",
       "      <td>8289545.684</td>\n",
       "      <td>0.265611</td>\n",
       "      <td>0.410920</td>\n",
       "      <td>0.676531</td>\n",
       "      <td>68.985414</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>2659</th>\n",
       "      <td>129.000000</td>\n",
       "      <td>145.7</td>\n",
       "      <td>419</td>\n",
       "      <td>0.174368</td>\n",
       "      <td>500111.1024</td>\n",
       "      <td>8295746.223</td>\n",
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       "      <td>145.699997</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>2664 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Depth_from  Depth_to acquisition_id  conductivity        mid_X  \\\n",
       "0       0.000000       3.0             48      0.081766  499969.9650   \n",
       "1       3.000000       6.3             48      0.072516  499969.9650   \n",
       "2       6.300000      10.0             48      0.071582  499969.9650   \n",
       "3      10.000000      14.1             48      0.068213  499969.9650   \n",
       "4      14.100000      18.6             48      0.061690  499969.9650   \n",
       "...          ...       ...            ...           ...          ...   \n",
       "2659  129.000000     145.7            419      0.174368  500111.1024   \n",
       "2660  145.699997     164.2            419      0.198807  500111.1024   \n",
       "2661  164.199997     184.6            419      0.221680  500111.1024   \n",
       "2662  184.600006     207.2            419      0.219298  500111.1024   \n",
       "2663  207.199997     232.2            419      0.187056  500111.1024   \n",
       "\n",
       "            mid_Y  Mobile_water_content  Bound_water_content  \\\n",
       "0     8289545.684              0.083426             0.151129   \n",
       "1     8289545.684              0.101698             0.162772   \n",
       "2     8289545.684              0.074206             0.099306   \n",
       "3     8289545.684              0.207844             0.357379   \n",
       "4     8289545.684              0.265611             0.410920   \n",
       "...           ...                   ...                  ...   \n",
       "2659  8295746.223              0.000000             0.000000   \n",
       "2660  8295746.223              0.000000             0.000000   \n",
       "2661  8295746.223              0.000000             0.000000   \n",
       "2662  8295746.223              0.000000             0.000000   \n",
       "2663  8295746.223              0.000000             0.000000   \n",
       "\n",
       "      Total_water_content           K  \n",
       "0                0.234555  315.255537  \n",
       "1                0.264470   57.093869  \n",
       "2                0.173512   14.854943  \n",
       "3                0.565223   49.269410  \n",
       "4                0.676531   68.985414  \n",
       "...                   ...         ...  \n",
       "2659             0.000000    0.000000  \n",
       "2660             0.000000    0.000000  \n",
       "2661             0.000000    0.000000  \n",
       "2662             0.000000    0.000000  \n",
       "2663             0.000000    0.000000  \n",
       "\n",
       "[2664 rows x 10 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_conductivity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Remove columns with zeros for mobile or bound water\n",
    "\n",
    "mask = (df_conductivity['K'] != 0)\n",
    "\n",
    "df_conductivity_SNMR = df_conductivity[mask]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x320 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lets be specific now\n",
    "fig, ax = plt.subplots(figsize=(8,4),\n",
    "                       dpi = 80)\n",
    "ax.scatter(np.log10(df_conductivity_SNMR['conductivity'].values),\n",
    "               np.log10(df_conductivity_SNMR['K'].values),\n",
    "               c='blue',\n",
    "               alpha=0.6, edgecolors='k')\n",
    "\n",
    "ax.set_xlabel('log10 bulk AEM conductivity (S/m)')\n",
    "ax.set_ylabel('log10 hydraulic conductivity (m/day)')    \n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lets be specific now\n",
    "fig, ax = plt.subplots(figsize=(12,8),\n",
    "                       dpi = 80)\n",
    "\n",
    "scatter = ax.scatter(np.log10(df_conductivity_SNMR['conductivity'].values),\n",
    "        (df_conductivity_SNMR['Mobile_water_content'].values),\n",
    "        c=df_conductivity_SNMR['mid_Y'].values,\n",
    "           alpha=0.8, edgecolors='k', cmap = 'inferno')\n",
    "\n",
    "ax.set_xlabel('log10 bulk AEM conductivity (S/m)')\n",
    "ax.set_ylabel('Water content fraction')    \n",
    "ax.set_ylim([-0.01,0.3])\n",
    "\n",
    "colorbar = fig.colorbar(scatter, ax=ax)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Now lets plot the SNMR porfile on a section\n",
    "\n",
    "# Create an instance of plots for gridding the data\n",
    "\n",
    "plots = plotting_utils.ConductivitySectionPlot(ek_cond)\n",
    "\n",
    "\n",
    "# Define some key variables which we want to inteprolate\n",
    "\n",
    "cond_vars = ['conductivity', 'data_residual', 'depth_of_investigation']\n",
    "\n",
    "plots.conductivity_variables = cond_vars\n",
    "\n",
    "\n",
    "# Define the resolution of th sections\n",
    "xres, yres = 10., 3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Choose a line with a few SNMR sites\n",
    "\n",
    "lines = [807401]\n",
    "\n",
    "line = lines[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Grid\n",
    "\n",
    "gridded_vars = plots.grid_variables(xres = xres, yres =yres, lines=lines,\n",
    "                                                 resampling_method = 'linear', save_hdf5 = False, return_dict = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x243.119 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Panel plotting different inversions\n",
    "\n",
    "vex = 20.\n",
    "\n",
    "max_depth = 100.\n",
    "\n",
    "vmin, vmax = 0.005,0.5\n",
    "\n",
    "# NOte that the vertical exaggeration and the max depth don't always play nicely\n",
    "panel_settings = {'panel_1': {'variable': 'data_residual',\n",
    "                             'plot_type': 'line',\n",
    "                             'panel_kwargs': {'title': 'residuals', 'color': 'black',\n",
    "                                              'ylabel': 'data residual',\n",
    "                                              'legend': False},\n",
    "                             'height_ratio': 1},\n",
    "                  'panel_2': {'variable': 'conductivity',\n",
    "                             'plot_type': 'grid',\n",
    "                             'panel_kwargs': {'title': 'wb conductivity',\n",
    "                                              'max_depth': max_depth, 'shade_doi': True, 'colourbar': True,\n",
    "                                              'colourbar_label': 'Conductivity (S/m)',\n",
    "                                             'log_plot': True, 'vmin': vmin, 'vmax': vmax,\n",
    "                                             'cmap': 'jet', 'ylabel': 'elevation_(mAHD)',\n",
    "                                             'vertical_exaggeration':vex},\n",
    "                             'height_ratio': 4}}\n",
    "\n",
    "# Get ax_array length lists of the panel settings\n",
    "panel_kwargs  = plot_utils.unpack_plot_settings(panel_settings,\n",
    "                                             'panel_kwargs')\n",
    "\n",
    "\n",
    "height_ratios = plot_utils.unpack_plot_settings(panel_settings,\n",
    "                                                'height_ratio')\n",
    "\n",
    "\n",
    "# Relative position of the colourbar\n",
    "x0, y0, width, height = [1.01, 0., 0.02, 1.]\n",
    "\n",
    "plot_settings = {'vertical_margin': 1.,\n",
    "                    'panel_vgap': 0.5, 'plot_width': 11.7 #A3 width\n",
    "                }                        \n",
    "\n",
    "# Close previous plots\n",
    "plt.close()\n",
    "\n",
    "# Intialise figure\n",
    "fig, ax_array = plt.subplots(len(panel_settings), 1, sharex = True,\n",
    "                                     gridspec_kw={'height_ratios':\n",
    "                                                  height_ratios})\n",
    "\n",
    "res1 = plot_utils.plot_single_line(ax_array[0], gridded_vars[line],\n",
    "                                   'data_residual', panel_kwargs[0])\n",
    "\n",
    "ax_array[0].set_title(panel_kwargs[0]['title'])\n",
    "\n",
    "\n",
    "im1 = plot_utils.plot_grid(ax_array[1], gridded_vars[line], 'conductivity',\n",
    "                   panel_kwargs[1])\n",
    "\n",
    "ax_array[1].set_title(panel_kwargs[1]['title'])\n",
    "\n",
    "\n",
    "\n",
    "# Format the figure to size it for the specified vertical exaggeration\n",
    "plot_utils.format_panels(ax_array, panel_settings, plot_settings)\n",
    "\n",
    "\n",
    "\n",
    "# Add colorbars\n",
    "plot_utils.add_colourbar(fig, ax_array[1], im1, x0, y0, width, height, panel_kwargs[1])\n",
    "\n",
    "ax_pos = plot_utils.align_axes(ax_array)\n",
    "\n",
    "# Add axis with northing at the bottom of the plot\n",
    "\n",
    "# Add the new colourbar for the stick plot\n",
    "newax = fig.add_axes([0.15,0.02, 0.2, 0.2], anchor='SW', zorder=1)\n",
    "    \n",
    "plotting_utils.add_custom_colourbar(newax, cmap, *stretch, \"Mobile water content - SNMR\")\n",
    "\n",
    "\n",
    "#plot_utils.add_axis_coords('northing', gridded_vars[line]['northing'],\n",
    "#                           ax_array[-1], ax_pos[1], offset=-0.4)\n",
    "\n",
    "#plot_utils.add_axis_coords('easting', gridded_vars[line]['easting'],\n",
    "#                           ax_array[-1], ax_pos[1], offset=-0.15)\n",
    "\n",
    "plotting_utils.add_1d_layered_model(ax_array[-1], df_conductivity_SNMR, gridded_vars[line],\n",
    "                                    plot_variable = 'Mobile_water_content',\n",
    "                                    xy_columns = ['mid_X', \"mid_Y\"], cmap = cmap, colour_stretch = stretch,\n",
    "                                    stick_thickness = 300.)\n",
    "\n",
    "plt.savefig(r'C:\\temp\\agc_fig.png', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
